Prepare Data for SVD Analysis¶

Creating folder svd_plots/columns-tempC-months-6_7_8
Creating svd file for columns-tempC-months-6_7_8

SVD¶

Loading svd file for columns-tempC-months-6_7_8

Precision of SVD Resconstrucion¶

Full Reconstruction & Lower Rank Reconstruction¶

Diff: 1.5674274143781356e-14
Diff reconstruction: 0.23495765286413506

Average SVD Error¶

Dates to Concept - SVD_U¶

Towns to Concept - SVD_V¶

Singular Vector - SVD_S¶

'11581.436687690953; 597.1207868882004; 464.44986604485615; 314.3097883510276; 155.08176335051579; 149.09257041961453; 116.6249279470675; 97.52414953385816; 64.4578820394296; 60.34561917376784; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 1.1472993710703939e-12; 8.867463244017399e-13'

SVD Maps¶

Ploting map for k = 0
Ploting map for k = 1
Ploting map for k = 2
Ploting map for k = 3
Ploting map for k = 4

Export to HTML¶

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 5753976 bytes to output/columns-tempC-months-6_7_8_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-tempC-months-6_7_8_svd_files/
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_svd_files
[NbConvertApp] Writing 64622 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
[NbConvertApp] PDF successfully created
[NbConvertApp] Writing 7044983 bytes to output/columns-tempC-months-6_7_8_svd.pdf